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Graph Embedding

Graph embeddings learn a mapping from a network to a vector space, while preserving relevant network properties.

( Image credit: GAT )

Papers

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Showing 101–125 of 1192 papers

TitleStatusHype
Graph-based Semi-supervised Learning: A Comprehensive ReviewCode1
Graph Convolutional Networks for traffic anomalyCode1
Adaptive Graph Auto-Encoder for General Data ClusteringCode1
GraphSAINT: Graph Sampling Based Inductive Learning MethodCode1
Representation Learning for Attributed Multiplex Heterogeneous NetworkCode1
A Broader Picture of Random-walk Based Graph EmbeddingCode1
Adaptive Graph Encoder for Attributed Graph EmbeddingCode1
HousE: Knowledge Graph Embedding with Householder ParameterizationCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
How to Turn Your Knowledge Graph Embeddings into Generative ModelsCode1
Collaborative Translational Metric LearningCode1
Expressive Power of Invariant and Equivariant Graph Neural NetworksCode1
Inductive Representation Learning on Temporal GraphsCode1
Inference Attacks Against Graph Neural NetworksCode1
A Multi-purposed Unsupervised Framework for Comparing Embeddings of Undirected and Directed GraphsCode1
Interpreting single-cell and spatial omics data using deep neural network training dynamicsCode1
Iterative Deep Graph Learning for Graph Neural Networks: Better and Robust Node EmbeddingsCode1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced RecommendationCode1
Analogical Inference Enhanced Knowledge Graph EmbeddingCode1
k-Graph: A Graph Embedding for Interpretable Time Series ClusteringCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
Knowledge Graph Embedding Methods for Entity Alignment: An Experimental ReviewCode1
Composition-based Multi-Relational Graph Convolutional NetworksCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepGGEntropy Difference0—Unverified